modify files to accomodate inference script

inference.py

@@ -0,0 +1,134 @@
+import argparse
+import pandas as pd
+import torch
+import yaml
+from torch.utils.data import DataLoader
+from sklearn.metrics import accuracy_score, f1_score, classification_report
+from pathlib import Path
+from tqdm import tqdm
+
+from src.triage_dataset import TriageDataset
+from src.multimodal_model import MediLLMModel
+
+
+DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+
+
+def load_config(config_path="config/config.yaml", mode="multimodal"):
+    with open(config_path) as f:
+        config = yaml.safe_load(f)
+    return config[mode]
+
+
+def predict(model, dataloader, device):
+    model.eval()
+    all_preds, all_truths = [], []
+    all_texts, all_paths, all_ids = [], [], []
+
+    with torch.no_grad():
+        for batch in tqdm(dataloader, desc="Running inference"):
+            input_ids = batch.get("input_ids", None)
+            attention_mask = batch.get("attention_mask", None)
+            images = batch.get("image", None)
+
+            if input_ids is not None:
+                input_ids = input_ids.to(device)
+                attention_mask = attention_mask.to(device)
+            if images is not None:
+                images = images.to(device)
+
+            outputs = model(input_ids=input_ids, attention_mask=attention_mask, image=images)
+            preds = torch.argmax(outputs, dim=1).cpu().tolist()
+            all_preds.extend(preds)
+
+            all_truths.extend(batch.get("triage_level", [-1] * len(preds)))
+            all_texts.extend(batch.get("emr_text", [""] * len(preds)))
+            all_paths.extend([str(p) for p in batch.get("image_path", [""] * len(preds))])
+            all_ids.extend(batch.get("patient_id", [f"patient_{i}" for i in range(len(preds))]))
+
+    return all_preds, all_truths, all_texts, all_paths, all_ids
+
+
+def inverse_label_map():
+    return {0: "low", 1: "medium", 2: "high"}
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--csv_path", type=str, default="test_samples.csv", help="Path to test file")
+    parser.add_argument("--mode", type=str, choices=["text", "image", "multimodal"], default="multimodal", help="mode of data")
+    parser.add_argument("--model_path", type=str, required=True, help="path to the model")
+    parser.add_argument("--config", type=str, default="config/config.yaml", help="Path to config file")
+    parser.add_argument("--image_dir", type=str, default="data/images", help="path to images folder")
+    parser.add_argument("--output_csv", type=str, default="predictions.csv", help="path to output file")
+    parser.add_argument("--batch_size", type=int, help="Optional override for batch size")
+    args = parser.parse_args()
+
+    # Checks
+    if not Path(args.csv_path).exists():
+        raise FileNotFoundError(f"❌ CSV file not found at {args.csv_path}")
+
+    if not Path(args.model_path).exists():
+        raise FileNotFoundError(f"❌ Model checkpoint not found at: {args.model_path}")
+
+    if not Path(args.config).exists():
+        raise FileNotFoundError(f"❌ Config file not found at: {args.config}")
+
+    if args.mode in ["image", "multimodal"] and not Path(args.image_dir).exists():
+        raise FileNotFoundError(f"❌ Image directory not found at: {args.image_dir}")
+
+    config = load_config(config_path=args.config, mode=args.mode)
+    batch_size = args.batch_size or config["batch_size"]
+
+    dataset = TriageDataset(
+        csv_file=args.csv_path,
+        mode=args.mode,
+        image_base_dir=args.image_dir
+    )
+    dataloader = DataLoader(dataset, batch_size=batch_size, shuffle=False)
+
+    model = MediLLMModel(
+        mode=args.mode,
+        dropout=config["dropout"],
+        hidden_dim=config["hidden_dim"]
+    )
+    model.load_state_dict(torch.load(args.model_path, map_location=DEVICE))
+    model.to(DEVICE)
+
+    preds, truths, texts, paths, ids = predict(model, dataloader, DEVICE)
+
+    label_inv_map = inverse_label_map()
+    pred_labels = [label_inv_map(p) for p in preds]
+    true_labels = [label_inv_map(t) if t in label_inv_map else "" for t in truths]
+
+    df = pd.DataFrame({
+        "patient_id": ids,
+        "predicted": pred_labels,
+        "true": true_labels,
+        "emr_text": texts,
+        "image_path": paths,
+    })
+
+    print(df[["patient_id", "predicted", "true"]])
+    # Ensure output directory exists
+    output_path = Path(args.output_csv)
+    output_path.parent.mkdir(parents=True, exist_ok=True)
+
+    # Save predictions
+    df.to_csv(args.output_csv, index=False)
+    print(f"✅ Saved predictions to {args.output_csv}")
+    print(f"\n🔎 Processed {len(preds)} samples.")
+
+    # print classification report + metrics if labels exist
+    if all(label in ["low", "medium", "high"] for label in true_labels):
+        print("\n📊 Classification Report:")
+        print(classification_report(true_labels, pred_labels))
+
+        acc = accuracy_score(true_labels, pred_labels)
+        f1 = f1_score(true_labels, pred_labels, average="weighted")
+        print(f"\n🎯 Accuracy: {acc:.4f}")
+        print(f"🎯 Weighted F1 Score: {f1:.4f}")
+
+
+if __name__ == "__main__":
+    main()

src/generate_test_csv.py

@@ -12,6 +12,9 @@ TRAIN_CSV_PATH = PROJECT_ROOT / "data" / "emr_records.csv"
 OUTPUT_CSV = PROJECT_ROOT / "test_samples.csv"
 LABELS = ["COVID", "NORMAL", "VIRAL PNEUMONIA"]
 
+# Labels to triage map
+triage_map = {"COVID": "high", "NORMAL": "low", "VIRAL PNEUMONIA": "medium"}
+
 alt_symptoms = [
     "The patient has noted intermittent chest pressure and occasional shortness of breath.",
     "A gradual onset of dry cough with mild respiratory discomfort has been documented.",
@@ -130,15 +133,16 @@ def generate_test_csv():
                              f"Needed {SAMPLES_PER_CLASS}, found {len(unseen_images)}")
         sampled_images = random.sample(unseen_images, SAMPLES_PER_CLASS)
 
-        for img_path in sampled_images:
+        for i, img_path in enumerate(sampled_images):
             relative_path = str(img_path.relative_to(PROJECT_ROOT))
             text = build_alt_emr(label)
-            records.append([text, relative_path, label])
+            triage = triage_map[label]
+            records.append([f"{label}-{i + 1}", text, relative_path, triage])
 
     random.shuffle(records)
     with open(OUTPUT_CSV, "w", newline="") as f:
         writer = csv.writer(f)
-        writer.writerow(["text", "image_path", "label"])
+        writer.writerow(["patient_id", "emr_text", "image_path", "triage_level"])
         writer.writerows(records)
 
     print(f"✅ test CSV file generated: {OUTPUT_CSV}")

src/triage_dataset.py

@@ -85,6 +85,10 @@ class TriageDataset(Dataset):
             output["input_ids"] = tokens["input_ids"].squeeze(0)
             output["attention_mask"] = tokens["attention_mask"].squeeze(0)
 
+            # for inference
+            if "text" in self.df.columns:
+                output["raw_text"] = text
+
         if self.mode in ["image", "multimodal"]:
             # Process image
             image_path = Path(row["image_path"])
@@ -103,9 +107,14 @@ class TriageDataset(Dataset):
             image = Image.open(image_path).convert("RGB")
             output["image"] = self.transform(image)
 
+            # addition for inference
+            if "image_path" in self.df.columns:
+                output["image_path"] = image_path
+
         # Label
-        output["label"] = torch.tensor(
-            self.label_map[row["triage_level"]], dtype=torch.long
-        )
+        if "label" in row and row["label"] in self.label_map:
+            output["label"] = torch.tensor(
+                self.label_map[row["triage_level"]], dtype=torch.long
+            )
 
         return output

test_samples.csv

@@ -1,31 +1,31 @@
-text,image_path,label
-"Patient TEST-DE26, a 31 years old individual presented after experiencing symptoms for approximately 8 days. A gradual onset of dry cough with mild respiratory discomfort has been documented. Vital measurements include a body temperature of 99.8°F and an oxygen saturation level of 90%. No prior admissions or surgical history disclosed. Clinical features are suggestive of a nonspecific viral etiology. Radiographic evidence reveals dispersed infiltrative patterns.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-111.png,VIRAL PNEUMONIA
-"Patient TEST-OM67, a 22 years old individual presented after experiencing symptoms for approximately 7 days. The patient has noted intermittent chest pressure and occasional shortness of breath. Vital measurements include a body temperature of 97.8°F and an oxygen saturation level of 99%. Presentation overlaps multiple pulmonary conditions. Standard precautions have been advised post-evaluation.",data/images/NORMAL/Normal-395.png,NORMAL
-"Patient TEST-HQ92, a 46 years old individual presented after experiencing symptoms for approximately 6 days. Patient remains oriented with stable hemodynamics. Reported complaints include mild fatigue and sporadic episodes of wheezing. Vital measurements include a body temperature of 102.3°F and an oxygen saturation level of 96%. No definitive pattern observed; further evaluation is warranted. Radiographic evidence reveals dispersed infiltrative patterns.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-421.png,VIRAL PNEUMONIA
-"Patient TEST-CT89, a 51 years old individual presented after experiencing symptoms for approximately 4 days. The patient has noted intermittent chest pressure and occasional shortness of breath. Vital measurements include a body temperature of 97.7°F and an oxygen saturation level of 96%. Patient remains oriented with stable hemodynamics. Preliminary indicators fall into a diagnostic grey area.",data/images/NORMAL/Normal-4532.png,NORMAL
-"Patient TEST-MR04, a 63 years old individual presented after experiencing symptoms for approximately 1 days. Episodes of throat irritation and general malaise observed. Vital measurements include a body temperature of 101.9°F and an oxygen saturation level of 90%. Patient remains oriented with stable hemodynamics. No definitive pattern observed; further evaluation is warranted. Nutritional intake and sleep patterns appear adequate.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-959.png,VIRAL PNEUMONIA
-"Patient TEST-AN53, a 68 years old individual presented after experiencing symptoms for approximately 5 days. The patient has noted intermittent chest pressure and occasional shortness of breath. Vital measurements include a body temperature of 99.2°F and an oxygen saturation level of 92%. Presentation overlaps multiple pulmonary conditions. No remarkable family history or chronic illness reported. No remarkable family history or chronic illness reported.",data/images/COVID/COVID-1257.png,COVID
-"Patient TEST-EV06, a 23 years old individual presented after experiencing symptoms for approximately 10 days. The patient has noted intermittent chest pressure and occasional shortness of breath. No remarkable family history or chronic illness reported. Vital measurements include a body temperature of 98.7°F and an oxygen saturation level of 96%. Patient remains oriented with stable hemodynamics. Presentation overlaps multiple pulmonary conditions.",data/images/NORMAL/Normal-6137.png,NORMAL
-"Patient TEST-ZQ46, a 26 years old individual presented after experiencing symptoms for approximately 1 days. Mild respiratory symptoms have progressed over several days. Vital measurements include a body temperature of 99.3°F and an oxygen saturation level of 89%. Diagnosis remains unclear pending further laboratory confirmation. Anosmia has been intermittently observed over recent days. No prior admissions or surgical history disclosed.",data/images/COVID/COVID-2216.png,COVID
-"Patient TEST-TC42, a 82 years old individual presented after experiencing symptoms for approximately 2 days. Reported complaints include mild fatigue and sporadic episodes of wheezing. Vital measurements include a body temperature of 100.4°F and an oxygen saturation level of 92%. Clinical features are suggestive of a nonspecific viral etiology. Anosmia has been intermittently observed over recent days.",data/images/COVID/COVID-2605.png,COVID
-"Patient TEST-ZK21, a 36 years old individual presented after experiencing symptoms for approximately 5 days. Nutritional intake and sleep patterns appear adequate. Mild respiratory symptoms have progressed over several days. Vital measurements include a body temperature of 102.5°F and an oxygen saturation level of 92%. Clinical features are suggestive of a nonspecific viral etiology. Anosmia has been intermittently observed over recent days.",data/images/COVID/COVID-559.png,COVID
-"Patient TEST-LE01, a 83 years old individual presented after experiencing symptoms for approximately 5 days. The patient has noted intermittent chest pressure and occasional shortness of breath. No remarkable family history or chronic illness reported. Patient remains oriented with stable hemodynamics. Vital measurements include a body temperature of 101.5°F and an oxygen saturation level of 88%. No definitive pattern observed; further evaluation is warranted.",data/images/COVID/COVID-1846.png,COVID
-"Patient TEST-YK07, a 72 years old individual presented after experiencing symptoms for approximately 5 days. Patient remains oriented with stable hemodynamics. Episodes of throat irritation and general malaise observed. Vital measurements include a body temperature of 98.3°F and an oxygen saturation level of 94%. Diagnosis remains unclear pending further laboratory confirmation. There are currently no active complaints from the patient.",data/images/NORMAL/Normal-2557.png,NORMAL
-"Patient TEST-SO55, a 65 years old individual presented after experiencing symptoms for approximately 1 days. Episodes of throat irritation and general malaise observed. Vital measurements include a body temperature of 98.4°F and an oxygen saturation level of 98%. Clinical features are suggestive of a nonspecific viral etiology. There are currently no active complaints from the patient. Standard precautions have been advised post-evaluation. Patient remains oriented with stable hemodynamics.",data/images/NORMAL/Normal-2361.png,NORMAL
-"Patient TEST-LN03, a 66 years old individual presented after experiencing symptoms for approximately 4 days. The patient has noted intermittent chest pressure and occasional shortness of breath. Vital measurements include a body temperature of 99.0°F and an oxygen saturation level of 99%. Nutritional intake and sleep patterns appear adequate. Clinical features are suggestive of a nonspecific viral etiology.",data/images/NORMAL/Normal-5580.png,NORMAL
-"Patient TEST-PC07, a 25 years old individual presented after experiencing symptoms for approximately 6 days. Mild respiratory symptoms have progressed over several days. Vital measurements include a body temperature of 100.0°F and an oxygen saturation level of 93%. Nutritional intake and sleep patterns appear adequate. Preliminary indicators fall into a diagnostic grey area.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-611.png,VIRAL PNEUMONIA
-"Patient TEST-WY60, a 36 years old individual presented after experiencing symptoms for approximately 10 days. A gradual onset of dry cough with mild respiratory discomfort has been documented. No prior admissions or surgical history disclosed. Vital measurements include a body temperature of 101.5°F and an oxygen saturation level of 91%. Presentation overlaps multiple pulmonary conditions. No prior admissions or surgical history disclosed.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-1238.png,VIRAL PNEUMONIA
-"Patient TEST-JC20, a 57 years old individual presented after experiencing symptoms for approximately 10 days. Episodes of throat irritation and general malaise observed. No prior admissions or surgical history disclosed. Standard precautions have been advised post-evaluation. Vital measurements include a body temperature of 101.1°F and an oxygen saturation level of 95%. Presentation overlaps multiple pulmonary conditions.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-624.png,VIRAL PNEUMONIA
-"Patient TEST-CM52, a 78 years old individual presented after experiencing symptoms for approximately 5 days. The patient has noted intermittent chest pressure and occasional shortness of breath. No remarkable family history or chronic illness reported. Vital measurements include a body temperature of 102.0°F and an oxygen saturation level of 87%. No definitive pattern observed; further evaluation is warranted. No remarkable family history or chronic illness reported.",data/images/COVID/COVID-2929.png,COVID
-"Patient TEST-GQ70, a 85 years old individual presented after experiencing symptoms for approximately 9 days. No remarkable family history or chronic illness reported. Episodes of throat irritation and general malaise observed. Vital measurements include a body temperature of 101.0°F and an oxygen saturation level of 94%. No prior admissions or surgical history disclosed. Presentation overlaps multiple pulmonary conditions.",data/images/COVID/COVID-1493.png,COVID
-"Patient TEST-BK73, a 63 years old individual presented after experiencing symptoms for approximately 9 days. The patient has noted intermittent chest pressure and occasional shortness of breath. Nutritional intake and sleep patterns appear adequate. Vital measurements include a body temperature of 99.2°F and an oxygen saturation level of 93%. Preliminary indicators fall into a diagnostic grey area.",data/images/COVID/COVID-1795.png,COVID
-"Patient TEST-KL51, a 25 years old individual presented after experiencing symptoms for approximately 8 days. Episodes of throat irritation and general malaise observed. Nutritional intake and sleep patterns appear adequate. Vital measurements include a body temperature of 99.6°F and an oxygen saturation level of 93%. Standard precautions have been advised post-evaluation. Diagnosis remains unclear pending further laboratory confirmation. Anosmia has been intermittently observed over recent days.",data/images/COVID/COVID-3525.png,COVID
-"Patient TEST-QL56, a 83 years old individual presented after experiencing symptoms for approximately 9 days. Mild respiratory symptoms have progressed over several days. Patient remains oriented with stable hemodynamics. Vital measurements include a body temperature of 101.1°F and an oxygen saturation level of 90%. Standard precautions have been advised post-evaluation. Presentation overlaps multiple pulmonary conditions.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-160.png,VIRAL PNEUMONIA
-"Patient TEST-MY44, a 18 years old individual presented after experiencing symptoms for approximately 5 days. Reported complaints include mild fatigue and sporadic episodes of wheezing. Vital measurements include a body temperature of 101.9°F and an oxygen saturation level of 92%. Patient remains oriented with stable hemodynamics. Presentation overlaps multiple pulmonary conditions.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-749.png,VIRAL PNEUMONIA
-"Patient TEST-QZ08, a 80 years old individual presented after experiencing symptoms for approximately 3 days. Episodes of throat irritation and general malaise observed. Standard precautions have been advised post-evaluation. Patient remains oriented with stable hemodynamics. Vital measurements include a body temperature of 97.8°F and an oxygen saturation level of 98%. Diagnosis remains unclear pending further laboratory confirmation.",data/images/NORMAL/Normal-2821.png,NORMAL
-"Patient TEST-WL21, a 43 years old individual presented after experiencing symptoms for approximately 6 days. Mild respiratory symptoms have progressed over several days. No remarkable family history or chronic illness reported. Vital measurements include a body temperature of 99.8°F and an oxygen saturation level of 92%. Nutritional intake and sleep patterns appear adequate. Clinical features are suggestive of a nonspecific viral etiology.",data/images/COVID/COVID-2610.png,COVID
-"Patient TEST-NT43, a 61 years old individual presented after experiencing symptoms for approximately 8 days. Patient remains oriented with stable hemodynamics. The patient has noted intermittent chest pressure and occasional shortness of breath. No remarkable family history or chronic illness reported. Vital measurements include a body temperature of 97.6°F and an oxygen saturation level of 95%. No definitive pattern observed; further evaluation is warranted.",data/images/NORMAL/Normal-1834.png,NORMAL
-"Patient TEST-BD08, a 35 years old individual presented after experiencing symptoms for approximately 10 days. Mild respiratory symptoms have progressed over several days. No prior admissions or surgical history disclosed. Vital measurements include a body temperature of 98.2°F and an oxygen saturation level of 100%. Clinical features are suggestive of a nonspecific viral etiology.",data/images/NORMAL/Normal-824.png,NORMAL
-"Patient TEST-AF95, a 26 years old individual presented after experiencing symptoms for approximately 4 days. Mild respiratory symptoms have progressed over several days. Vital measurements include a body temperature of 101.4°F and an oxygen saturation level of 90%. Preliminary indicators fall into a diagnostic grey area. Patient remains oriented with stable hemodynamics.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-1313.png,VIRAL PNEUMONIA
-"Patient TEST-WQ06, a 83 years old individual presented after experiencing symptoms for approximately 8 days. Standard precautions have been advised post-evaluation. A gradual onset of dry cough with mild respiratory discomfort has been documented. Vital measurements include a body temperature of 98.4°F and an oxygen saturation level of 99%. Preliminary indicators fall into a diagnostic grey area.",data/images/NORMAL/Normal-2274.png,NORMAL
-"Patient TEST-SD61, a 20 years old individual presented after experiencing symptoms for approximately 4 days. Nutritional intake and sleep patterns appear adequate. The patient has noted intermittent chest pressure and occasional shortness of breath. Vital measurements include a body temperature of 100.7°F and an oxygen saturation level of 93%. No prior admissions or surgical history disclosed. Preliminary indicators fall into a diagnostic grey area.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-1021.png,VIRAL PNEUMONIA
+patient_id,emr_text,image_path,triage_level
+COVID-8,"Patient TEST-DC29, a 55 years old individual presented after experiencing symptoms for approximately 10 days. Patient remains oriented with stable hemodynamics. A gradual onset of dry cough with mild respiratory discomfort has been documented. Vital measurements include a body temperature of 100.8°F and an oxygen saturation level of 87%. No definitive pattern observed; further evaluation is warranted. No remarkable family history or chronic illness reported. Anosmia has been intermittently observed over recent days.",data/images/COVID/COVID-1640.png,high
+NORMAL-6,"Patient TEST-RF26, a 42 years old individual presented after experiencing symptoms for approximately 6 days. A gradual onset of dry cough with mild respiratory discomfort has been documented. Standard precautions have been advised post-evaluation. Vital measurements include a body temperature of 98.6°F and an oxygen saturation level of 98%. No prior admissions or surgical history disclosed. Diagnosis remains unclear pending further laboratory confirmation.",data/images/NORMAL/Normal-2223.png,low
+VIRAL PNEUMONIA-5,"Patient TEST-NP02, a 75 years old individual presented after experiencing symptoms for approximately 9 days. The patient has noted intermittent chest pressure and occasional shortness of breath. Vital measurements include a body temperature of 99.1°F and an oxygen saturation level of 92%. No definitive pattern observed; further evaluation is warranted. Patient remains oriented with stable hemodynamics. Radiographic evidence reveals dispersed infiltrative patterns.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-1101.png,medium
+NORMAL-2,"Patient TEST-AJ06, a 50 years old individual presented after experiencing symptoms for approximately 4 days. Episodes of throat irritation and general malaise observed. Vital measurements include a body temperature of 97.9°F and an oxygen saturation level of 95%. Diagnosis remains unclear pending further laboratory confirmation. No prior admissions or surgical history disclosed.",data/images/NORMAL/Normal-7819.png,low
+COVID-10,"Patient TEST-DF19, a 68 years old individual presented after experiencing symptoms for approximately 7 days. The patient has noted intermittent chest pressure and occasional shortness of breath. Vital measurements include a body temperature of 102.4°F and an oxygen saturation level of 92%. No prior admissions or surgical history disclosed. No definitive pattern observed; further evaluation is warranted.",data/images/COVID/COVID-418.png,high
+COVID-5,"Patient TEST-RI51, a 46 years old individual presented after experiencing symptoms for approximately 6 days. Nutritional intake and sleep patterns appear adequate. Episodes of throat irritation and general malaise observed. Vital measurements include a body temperature of 99.4°F and an oxygen saturation level of 89%. No remarkable family history or chronic illness reported. Diagnosis remains unclear pending further laboratory confirmation.",data/images/COVID/COVID-653.png,high
+VIRAL PNEUMONIA-8,"Patient TEST-CD95, a 64 years old individual presented after experiencing symptoms for approximately 8 days. Episodes of throat irritation and general malaise observed. Nutritional intake and sleep patterns appear adequate. Vital measurements include a body temperature of 100.9°F and an oxygen saturation level of 96%. Preliminary indicators fall into a diagnostic grey area.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-1286.png,medium
+COVID-3,"Patient TEST-KO00, a 56 years old individual presented after experiencing symptoms for approximately 3 days. No prior admissions or surgical history disclosed. Mild respiratory symptoms have progressed over several days. Vital measurements include a body temperature of 100.2°F and an oxygen saturation level of 89%. No prior admissions or surgical history disclosed. No definitive pattern observed; further evaluation is warranted.",data/images/COVID/COVID-2258.png,high
+NORMAL-5,"Patient TEST-EK85, a 79 years old individual presented after experiencing symptoms for approximately 5 days. Episodes of throat irritation and general malaise observed. No remarkable family history or chronic illness reported. Nutritional intake and sleep patterns appear adequate. Vital measurements include a body temperature of 98.0°F and an oxygen saturation level of 97%. No definitive pattern observed; further evaluation is warranted.",data/images/NORMAL/Normal-1365.png,low
+VIRAL PNEUMONIA-6,"Patient TEST-DY43, a 75 years old individual presented after experiencing symptoms for approximately 5 days. Mild respiratory symptoms have progressed over several days. Vital measurements include a body temperature of 100.7°F and an oxygen saturation level of 95%. Nutritional intake and sleep patterns appear adequate. No remarkable family history or chronic illness reported. Diagnosis remains unclear pending further laboratory confirmation.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-927.png,medium
+COVID-7,"Patient TEST-DN15, a 37 years old individual presented after experiencing symptoms for approximately 10 days. The patient has noted intermittent chest pressure and occasional shortness of breath. Vital measurements include a body temperature of 99.1°F and an oxygen saturation level of 91%. Preliminary indicators fall into a diagnostic grey area. No remarkable family history or chronic illness reported. Anosmia has been intermittently observed over recent days.",data/images/COVID/COVID-1085.png,high
+NORMAL-7,"Patient TEST-QU92, a 85 years old individual presented after experiencing symptoms for approximately 3 days. Mild respiratory symptoms have progressed over several days. Vital measurements include a body temperature of 98.2°F and an oxygen saturation level of 97%. Nutritional intake and sleep patterns appear adequate. Preliminary indicators fall into a diagnostic grey area.",data/images/NORMAL/Normal-7874.png,low
+COVID-6,"Patient TEST-YM73, a 65 years old individual presented after experiencing symptoms for approximately 2 days. Episodes of throat irritation and general malaise observed. Nutritional intake and sleep patterns appear adequate. No remarkable family history or chronic illness reported. Vital measurements include a body temperature of 100.0°F and an oxygen saturation level of 93%. Diagnosis remains unclear pending further laboratory confirmation. Anosmia has been intermittently observed over recent days.",data/images/COVID/COVID-1399.png,high
+NORMAL-1,"Patient TEST-HN49, a 34 years old individual presented after experiencing symptoms for approximately 9 days. A gradual onset of dry cough with mild respiratory discomfort has been documented. Vital measurements include a body temperature of 98.4°F and an oxygen saturation level of 99%. No prior admissions or surgical history disclosed. No prior admissions or surgical history disclosed. Preliminary indicators fall into a diagnostic grey area.",data/images/NORMAL/Normal-1925.png,low
+NORMAL-4,"Patient TEST-QE09, a 52 years old individual presented after experiencing symptoms for approximately 7 days. Mild respiratory symptoms have progressed over several days. Vital measurements include a body temperature of 98.2°F and an oxygen saturation level of 95%. Preliminary indicators fall into a diagnostic grey area. There are currently no active complaints from the patient.",data/images/NORMAL/Normal-3320.png,low
+VIRAL PNEUMONIA-1,"Patient TEST-HR49, a 61 years old individual presented after experiencing symptoms for approximately 5 days. No remarkable family history or chronic illness reported. Patient remains oriented with stable hemodynamics. Mild respiratory symptoms have progressed over several days. Vital measurements include a body temperature of 99.5°F and an oxygen saturation level of 90%. Preliminary indicators fall into a diagnostic grey area. Radiographic evidence reveals dispersed infiltrative patterns.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-144.png,medium
+NORMAL-8,"Patient TEST-RW12, a 54 years old individual presented after experiencing symptoms for approximately 5 days. A gradual onset of dry cough with mild respiratory discomfort has been documented. Vital measurements include a body temperature of 98.4°F and an oxygen saturation level of 96%. Presentation overlaps multiple pulmonary conditions. Nutritional intake and sleep patterns appear adequate.",data/images/NORMAL/Normal-4447.png,low
+VIRAL PNEUMONIA-9,"Patient TEST-ZO32, a 20 years old individual presented after experiencing symptoms for approximately 10 days. Standard precautions have been advised post-evaluation. No remarkable family history or chronic illness reported. A gradual onset of dry cough with mild respiratory discomfort has been documented. Vital measurements include a body temperature of 101.2°F and an oxygen saturation level of 92%. Preliminary indicators fall into a diagnostic grey area.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-261.png,medium
+VIRAL PNEUMONIA-10,"Patient TEST-CU46, a 40 years old individual presented after experiencing symptoms for approximately 8 days. No prior admissions or surgical history disclosed. A gradual onset of dry cough with mild respiratory discomfort has been documented. No remarkable family history or chronic illness reported. Vital measurements include a body temperature of 99.1°F and an oxygen saturation level of 95%. Diagnosis remains unclear pending further laboratory confirmation.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-166.png,medium
+COVID-1,"Patient TEST-FB14, a 40 years old individual presented after experiencing symptoms for approximately 7 days. Nutritional intake and sleep patterns appear adequate. The patient has noted intermittent chest pressure and occasional shortness of breath. Nutritional intake and sleep patterns appear adequate. Vital measurements include a body temperature of 98.9°F and an oxygen saturation level of 91%. Presentation overlaps multiple pulmonary conditions.",data/images/COVID/COVID-3380.png,high
+COVID-2,"Patient TEST-HB66, a 73 years old individual presented after experiencing symptoms for approximately 10 days. Mild respiratory symptoms have progressed over several days. Nutritional intake and sleep patterns appear adequate. Vital measurements include a body temperature of 99.3°F and an oxygen saturation level of 89%. Diagnosis remains unclear pending further laboratory confirmation.",data/images/COVID/COVID-1410.png,high
+NORMAL-3,"Patient TEST-KX40, a 39 years old individual presented after experiencing symptoms for approximately 2 days. Reported complaints include mild fatigue and sporadic episodes of wheezing. No prior admissions or surgical history disclosed. No prior admissions or surgical history disclosed. Vital measurements include a body temperature of 97.6°F and an oxygen saturation level of 95%. Preliminary indicators fall into a diagnostic grey area.",data/images/NORMAL/Normal-5988.png,low
+COVID-9,"Patient TEST-JK08, a 64 years old individual presented after experiencing symptoms for approximately 7 days. Nutritional intake and sleep patterns appear adequate. Episodes of throat irritation and general malaise observed. Vital measurements include a body temperature of 100.0°F and an oxygen saturation level of 93%. Preliminary indicators fall into a diagnostic grey area.",data/images/COVID/COVID-2796.png,high
+VIRAL PNEUMONIA-3,"Patient TEST-RZ58, a 84 years old individual presented after experiencing symptoms for approximately 4 days. Reported complaints include mild fatigue and sporadic episodes of wheezing. Vital measurements include a body temperature of 100.3°F and an oxygen saturation level of 91%. No remarkable family history or chronic illness reported. Preliminary indicators fall into a diagnostic grey area.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-843.png,medium
+NORMAL-9,"Patient TEST-SG97, a 24 years old individual presented after experiencing symptoms for approximately 10 days. Standard precautions have been advised post-evaluation. Mild respiratory symptoms have progressed over several days. Vital measurements include a body temperature of 98.7°F and an oxygen saturation level of 100%. Presentation overlaps multiple pulmonary conditions.",data/images/NORMAL/Normal-4888.png,low
+VIRAL PNEUMONIA-2,"Patient TEST-OG12, a 74 years old individual presented after experiencing symptoms for approximately 3 days. Mild respiratory symptoms have progressed over several days. Vital measurements include a body temperature of 101.3°F and an oxygen saturation level of 91%. Presentation overlaps multiple pulmonary conditions. No prior admissions or surgical history disclosed.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-396.png,medium
+COVID-4,"Patient TEST-KY96, a 83 years old individual presented after experiencing symptoms for approximately 6 days. Patient remains oriented with stable hemodynamics. Reported complaints include mild fatigue and sporadic episodes of wheezing. Vital measurements include a body temperature of 99.9°F and an oxygen saturation level of 94%. Presentation overlaps multiple pulmonary conditions. Nutritional intake and sleep patterns appear adequate.",data/images/COVID/COVID-1639.png,high
+VIRAL PNEUMONIA-7,"Patient TEST-ZK84, a 52 years old individual presented after experiencing symptoms for approximately 1 days. Patient remains oriented with stable hemodynamics. Episodes of throat irritation and general malaise observed. No remarkable family history or chronic illness reported. Vital measurements include a body temperature of 99.7°F and an oxygen saturation level of 91%. Clinical features are suggestive of a nonspecific viral etiology.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-397.png,medium
+NORMAL-10,"Patient TEST-PW53, a 51 years old individual presented after experiencing symptoms for approximately 9 days. Standard precautions have been advised post-evaluation. The patient has noted intermittent chest pressure and occasional shortness of breath. Vital measurements include a body temperature of 97.6°F and an oxygen saturation level of 97%. Diagnosis remains unclear pending further laboratory confirmation. No prior admissions or surgical history disclosed.",data/images/NORMAL/Normal-1943.png,low
+VIRAL PNEUMONIA-4,"Patient TEST-PP31, a 38 years old individual presented after experiencing symptoms for approximately 3 days. Episodes of throat irritation and general malaise observed. Vital measurements include a body temperature of 102.1°F and an oxygen saturation level of 91%. Presentation overlaps multiple pulmonary conditions. Patient remains oriented with stable hemodynamics. Radiographic evidence reveals dispersed infiltrative patterns.",data/images/VIRAL PNEUMONIA/Viral Pneumonia-411.png,medium